Learn Core Machine Learning Techniques Online: Free Course with AI Tutor & Certificate
This free machine learning course gives you 1 hour of curated video lessons and an optional paid certificate. You'll start with the basics of machine learning before moving into supervised and unsupervised learning techniques. By the end, you'll know how to evaluate and select the right models for your data.
Core Machine Learning Techniques course syllabus
01 Introduction to Machine Learning
- Basics of machine learning
- Types of machine learning
- Applications of machine learning
02 Supervised Learning Techniques
- Linear regression
- Logistic regression
- Decision trees
- Support Vector Machines (SVM)
03 Unsupervised Learning Techniques
- K-means clustering
- Hierarchical clustering
- Density-based clustering
- Association Rule Learning
04 Model Evaluation and Selection
- Introduction to model evaluation
- Model selection and hyperparameter tuning
- Model validation and testing
- Performance improvement techniques
05 Advanced Machine Learning Concepts
- Neural networks and deep learning
- Reinforcement learning
- Natural Language Processing (NLP)
- Computer Vision
Skills you'll gain
Add these to your LinkedIn profile and resume the day you finish.
Who should take this Core Machine Learning Techniques course?
And exactly what you need before starting (spoiler: almost nothing).
This course is for
- College students looking for a machine learning crash course to prepare for data science roles.
- Software developers who want to add ML training to their technical skill set.
- Data analysts needing to understand supervised and unsupervised learning techniques.
- Career switchers seeking a free machine learning course with certificate options to build their resume.
Prerequisites
- No prior machine learning experience is required to start this course.
- A basic understanding of Python programming is helpful but not mandatory.
- Familiarity with high school level statistics will make the concepts easier to grasp.
How learning works on LearnTube
The structure of a bootcamp, the price of free.
AI curates your path
Our AI picks the top 1% of video content for each topic and arranges it into a structured, goal-based curriculum. No more tutorial roulette.
Learn, then get quizzed
After every lesson, your AI tutor asks you a question and gives personalised feedback on your answer, so gaps get fixed immediately.
Finish with proof
Complete the course, build the capstone project, and claim a certificate recognised by 900+ hiring partners.
A complete Core Machine Learning Techniques course: free, structured and job-focused
This free machine learning online course provides a structured path to understanding ML algorithms, complete with an optional paid certificate. We built this program for anyone who wants to learn machine learning online without getting lost in endless search results. On LearnTube, you get the best YouTube tutorials organized into a clean, logical syllabus. You'll also get an AI tutor that quizzes you after every single video to make sure the concepts actually stick.
Your training begins with an Introduction to Machine Learning, starting right at the basics of machine learning so you don't feel overwhelmed. From there, you'll tackle Supervised Learning Techniques and Unsupervised Learning Techniques. These middle modules explain how to train algorithms on labeled data and how to find hidden patterns in unlabeled datasets. You will watch 19 video lessons in total, taking about 1 hours to complete.
Finally, the course moves into Model Evaluation and Selection, teaching you how to test your algorithms for accuracy. You'll wrap up with Advanced Machine Learning Concepts to give you a solid foundation for more complex data science work. Since this is a self-paced ML course, you can study whenever you have free time. Once you finish all 5 modules, you can grab the optional certificate to prove your new skills to employers.
Jobs you can target after learning Core Machine Learning Techniques
Core Machine Learning Techniques is a gateway skill for some of the fastest-growing roles in tech.
Builds and trains basic predictive models using structured data.
Uses statistical techniques and simple ML algorithms to interpret business data.
Assists senior engineers with data cleaning, feature engineering, and model evaluation.
Typical entry-level salary ranges in India as of September 2026. Actual compensation varies by city, company and experience.
Earn a Core Machine Learning Techniques certificate employers recognise
Finish the course and claim a certificate you can share anywhere.
- Learn 100% free: every lesson, quiz and the AI tutor cost nothing
- Claim your certificate when you complete the course (an optional paid add-on)
- Recognised by 900+ hiring partners across India
- One click to share on LinkedIn and add to your resume
Why learners choose LearnTube
Real reviews from Google. You learn free, you get assessed free, and you pay only if you want the certificate.
Though I have 11 years of experience as an HRBP, the course helped me refresh my knowledge and gave me insights into new trends in the market. The modules were clear and easy to understand, and the quizzes were well designed. I have added the certificate to my LinkedIn profile.
I had a lot of doubts while learning, but the AI chatbot answered them in detail with simple summaries. The videos on the platform saved me a lot of time as I didn't have to search YouTube and watch random content.
Just earned my certificate in HR Management from LearnTube.ai! The platform is user-friendly and the assessment was a great way to validate my knowledge. Feeling proud of this accomplishment!
I enrolled in a LearnTube personalized course to get into a Data Analytics role. It helped me learn SQL in depth and gave me hands-on experience with Power BI. I attached the LearnTube certificate to my CV, it added credibility to my profile, and I'm currently in the interview process.
The interface is user-friendly and intuitive, making it easy to navigate the course. I encountered no errors during my time using the platform, which was a refreshing change from other online learning platforms.
Just cleared the Business Analyst assessment and got certified! Loved how the course simplifies big concepts like data-driven decision making into short, practical lessons. The automated quizzes kept me on track the whole time. Perfect boost for my resume!
The certificate gave me a real edge during my B.Tech. By the time I graduated, I had skills that set me apart from my peers, and the certification opened up more job opportunities. It gave me the confidence to stand out during interviews.
I manage many software projects as a General Manager and was looking for a good certification program to stay competitive. After researching many programs, I chose LearnTube and it was much better than I expected. The material is well-organized and practical, and what I liked most is the lifetime access.
Frequently asked questions
Everything learners ask before starting this Core Machine Learning Techniques course.
Is this machine learning course completely free?
Yes. You can access all 19 video lessons and the AI-generated quizzes at no cost. You only pay if you decide to upgrade and claim the official completion certificate at the end.
Are machine learning skills still in demand?
Absolutely. Companies across finance, healthcare, and tech rely on machine learning models to analyze data and automate decisions. Learning these core techniques gives you a strong foundation for a career in data science.
How does this differ from watching standard YouTube videos?
LearnTube organizes the best existing videos into a structured syllabus so you don't have to search for what to learn next. You also get an AI tutor that tests your knowledge after every lesson.
Do I receive a certificate for completing this ML training?
You can purchase an optional, verified certificate once you finish all 5 modules. It includes a unique link that you can easily attach to your LinkedIn profile or digital resume to verify your skills.
Is this a self-paced learning program?
Yes. The entire curriculum is pre-recorded and available on demand. You can study the materials at your own speed and review the supervised and unsupervised learning modules whenever you need a refresher.
Do I need advanced math skills to start?
No. While a basic grasp of statistics helps, the introductory lessons explain the core concepts simply. You'll focus more on how the algorithms function practically rather than getting bogged down in complex mathematical formulas.
How long does it take to finish the syllabus?
The course contains about 1 hour of video content. Most learners finish it in a single afternoon or spread the 19 lessons out over a few days depending on their personal schedule.
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19 lessons, an AI tutor that never gets tired, and a certificate at the finish line. All you need is an hour a day.
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